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Free PDF 2026 ADP: Reliable Associate Data Practitioner Valid Study Guide
The Associate Data Practitioner (ADP) certification exam is one of the best credentials in the modern Google world. The Associate Data Practitioner (ADP) certification offers a unique opportunity for beginners or experienced professionals to demonstrate their expertise and knowledge with an industry-recognized certificate. With the Google ADP Exam Dumps, you can not only validate your skill set but also get solid proof of your proven expertise and knowledge.
Google Associate Data Practitioner Sample Questions (Q12-Q17):
NEW QUESTION # 12
Your organization has decided to move their on-premises Apache Spark-based workload to Google Cloud.
You want to be able to manage the code without needing to provision and manage your own cluster. What should you do?
- A. Migrate the Spark jobs to Dataproc Serverless.
- B. Configure a Google Kubernetes Engine cluster with Spark operators, and deploy the Spark jobs.
- C. Migrate the Spark jobs to Dataproc on Compute Engine.
- D. Migrate the Spark jobs to Dataproc on Google Kubernetes Engine.
Answer: A
NEW QUESTION # 13
Your organization plans to move their on-premises environment to Google Cloud. Your organization's network bandwidth is less than 1 Gbps. You need to move over 500 ## of data to Cloud Storage securely, and only have a few days to move the dat a. What should you do?
- A. Connect to Google Cloud using VPN. Use the gcloud storage command to move the data to Cloud Storage.
- B. Request multiple Transfer Appliances, copy the data to the appliances, and ship the appliances back to Google Cloud to upload the data to Cloud Storage.
- C. Connect to Google Cloud using VPN. Use Storage Transfer Service to move the data to Cloud Storage.
- D. Connect to Google Cloud using Dedicated Interconnect. Use the gcloud storage command to move the data to Cloud Storage.
Answer: B
NEW QUESTION # 14
Your organization needs to store historical customer order dat
a. The data will only be accessed once a month for analysis and must be readily available within a few seconds when it is accessed. You need to choose a storage class that minimizes storage costs while ensuring that the data can be retrieved quickly. What should you do?
- A. Store the data in Cloud Storage using Standard storage.
- B. Store the data in Cloud Storage using Coldline storage.
- C. Store the data in Cloud Storage using Archive storage.
- D. Store the data in Cloud Storage using Nearline storage.
Answer: D
NEW QUESTION # 15
You are a data analyst working with sensitive customer data in BigQuery. You need to ensure that only authorized personnel within your organization can query this data, while following the principle of least privilege. What should you do?
- A. Enable access control by using IAM roles.
- B. Encrypt the data by using customer-managed encryption keys (CMEK).
- C. Export the data to Cloud Storage, and use signed URLs to authorize access.
- D. Update dataset privileges by using the SQL GRANT statement.
Answer: A
NEW QUESTION # 16
You need to create a new data pipeline. You want a serverless solution that meets the following requirements:
* Data is streamed from Pub/Sub and is processed in real-time.
* Data is transformed before being stored.
* Data is stored in a location that will allow it to be analyzed with SQL using Looker.
Which Google Cloud services should you recommend for the pipeline?
- A. BigQuery Analytics Hub
- B. Dataflow BigQuery
- C. Cloud Composer Cloud SQL for MySQL
- D. Dataproc Serverless Bigtable
Answer: B
NEW QUESTION # 17
......
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